{"id":"W2061090569","doi":"10.1016/j.watres.2012.06.042","title":"Fate of dissolved organic nitrogen in two stage trickling filter process","year":2012,"lang":"en","type":"article","venue":"Water Research","topic":"Wastewater Treatment and Nitrogen Removal","field":"Environmental Science","cited_by":53,"is_retracted":false,"has_abstract":false,"ca_institutions":"EnviroSim (Canada)","funders":"North Dakota State University","keywords":"Trickling filter; Effluent; Nitrate; Nitrite; Chemistry; Sewage treatment; Nitrification; Wastewater; Environmental chemistry; Nitrogen; Ammonia; Nitrogen cycle; Biofilter; Denitrification; Pulp and paper industry; Environmental engineering; Environmental science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.001130628,0.0001222152,0.000162346,0.0001354714,0.00008540745,0.00002509619,0.0003032538,0.00003807747,0.004177904],"category_scores_gemma":[0.00001627851,0.00007757045,0.000044593,0.0003824726,0.0001461415,0.0003271051,0.0003245069,0.000202235,0.00124669],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001396802,"about_ca_system_score_gemma":0.000009344028,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007275582,"about_ca_topic_score_gemma":0.0001350959,"domain_scores_codex":[0.9978463,0.0001826556,0.0002266451,0.0002339429,0.0006087611,0.0009016706],"domain_scores_gemma":[0.9995503,0.00002009983,0.00002267507,0.0002450338,0.00001694425,0.0001449775],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006090993,0.0001918915,0.5132878,0.00001826674,0.00001077572,0.00001286894,0.003039228,0.00002224075,0.4830903,0.000004565725,0.00002384504,0.0002373091],"study_design_scores_gemma":[0.000747291,0.00005382527,0.00835609,0.00001162979,0.000005075785,0.000003699334,0.0003511214,0.0001051424,0.9893559,0.0005252676,0.0003728824,0.0001120347],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9978828,0.00004685913,0.000007504621,0.0000680795,0.00002914025,0.000316745,0.000004760047,0.00001465403,0.001629468],"genre_scores_gemma":[0.9976124,0.000004976518,0.0003804497,0.000007641714,0.00004111184,0.00003264433,0.00001697805,0.00002242867,0.001881384],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5062656,"threshold_uncertainty_score":0.999531,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05610993558934046,"score_gpt":0.3472005309876532,"score_spread":0.2910905953983127,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}